title: A basic study on variable-gain Kalman filter based on angle error calculated from acceleration signals for lower limb angle measurement with inertial sensors.
abstract: In this study, development of wearable motion measurement system using inertial sensors has been focused with the aim of rehabilitation support. For measurement of lower limb joint angles with inertial sensors, Kalman-filtering-based angle measurement method was developed. However, it was required to reduce variation of measurement errors that depended on movement speeds or subjects. In this report, variable-gain Kalman filter based on the difference between the estimated angle by the Kalman filter and the angle calculated from acceleration signals was tested. From angle measurement during treadmill walking with healthy subjects, it was shown that measurement accuracy of the foot inclination angle was significantly improved with the proposed method compared to the method of fixed parameter value.
authors.forename: Yuta
authors.initials: Y
authors.lastname: Teruyama
authors.forename: Takashi
authors.initials: T
authors.lastname: Watanabe
mesh_terms: D000054:Acceleration; D000465:Algorithms; D001696:Biomechanical Phenomena; D005528:Foot / Q000502:physiology; D006801:Humans; D007866:Leg / Q000502:physiology*; D008297:Male; D009068:Movement; D010827:Physiology / Q000295:instrumentation*; D012815:Signal Processing, Computer-Assisted; D013848:Thigh / Q000502:physiology; D016138:Walking / Q000502:physiology; D058067:Wavelet Analysis; D055815:Young Adult